{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyspark,ogr,json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 下面这个一大个方法，主要用matplotlib绘制几何要素，做可视化用的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "def show(polyArr,poly2=None,polyArr2=None, \n",
    "         xm=(11135007,11138992),ym=(2709657, 2713334)):  \n",
    "    fig = plt.figure(figsize=(12,9)) \n",
    "    ax = fig.gca() \n",
    "    ax.grid(alpha= 1)\n",
    "    for i in range(len(polyArr)):\n",
    "        px = json.loads(polyArr[i].ExportToJson())\n",
    "        mpoly = plt.Polygon(px[\"coordinates\"][0],\n",
    "                            ec = '#000000',fc='gray', alpha = 0.5)\n",
    "        ax.add_patch(mpoly)\n",
    "        if len(px[\"coordinates\"]) > 1:\n",
    "            mpoly = plt.Polygon(px[\"coordinates\"][1],\n",
    "                                ec = '#000000',fc='white', alpha = 1)\n",
    "            ax.add_patch(mpoly)\n",
    "    \n",
    "    if poly2:\n",
    "        px = json.loads(poly2.ExportToJson())\n",
    "        mpoly = plt.Polygon(px[\"coordinates\"][0],\n",
    "                                ec = '#000000',fc='blue', alpha = 0.2)\n",
    "        ax.add_patch(mpoly)\n",
    "    \n",
    "    if polyArr2:\n",
    "        for i in range(len(polyArr2)):\n",
    "            gjson = json.loads(polyArr2[i].ExportToJson())\n",
    "            if gjson[\"type\"] == \"MultiPolygon\":\n",
    "                for p in range(len(gjson[\"coordinates\"])):\n",
    "                    mpoly = plt.Polygon(gjson[\"coordinates\"][p][0],\n",
    "                                       ec = '#000000',fc='red', alpha = 0.5,hatch='/')\n",
    "                    ax.add_patch(mpoly)\n",
    "            else:\n",
    "                mpoly = plt.Polygon(gjson[\"coordinates\"][0],\n",
    "                                       ec = '#000000',fc='red', alpha = 0.5,hatch='/')\n",
    "                ax.add_patch(mpoly)\n",
    "\n",
    "    ax.set_autoscale_on= False\n",
    "    ax.set_xlim(xm[0],xm[1])\n",
    "    ax.set_ylim(ym[0],ym[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 查看一下示例数据情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = [ogr.CreateGeometryFromWkt(row.split(\"\\t\")[1]) \\\n",
    "        for row in open(\"./data/dltb.tsv\",encoding=\"utf-8\")][1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建一个用来选择的要素，这里直接构建了一条线，然后进行缓冲。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "line = 'LINESTRING(11136593  2713221,11137104 2712110, \\\n",
    "11135386 2710566,11138686 2711500)'\n",
    "buf = ogr.CreateGeometryFromWkt(line).Buffer(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 用于计算的和选择的数据如下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(poly,buf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = pyspark.SparkContext()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 标准流程：清洗过滤、计算、提交、可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1、过滤掉头，且进行清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filterHeader(line):\n",
    "    geoline = line.split(\"\\t\")\n",
    "    try:\n",
    "        return ogr.CreateGeometryFromWkt(geoline[1]).IsValid()\n",
    "    except:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdd = sc.textFile(\"./data/dltb.tsv\")\\\n",
    ".filter(lambda line : filterHeader(line))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2、进行空间选择，如果相交的，就选择出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def SelectByLocation(line,selectGeom):\n",
    "    return selectGeom.Intersects(ogr.CreateGeometryFromWkt(line.split(\"\\t\")[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = rdd.filter(lambda line : SelectByLocation(line,buf)).collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3、可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "p2 = []\n",
    "for pl in res:\n",
    "    p2.append(ogr.CreateGeometryFromWkt(pl.split(\"\\t\")[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(poly,buf,p2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计选择的结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('旱地', 59473.91),\n",
       " ('园地', 537526.99),\n",
       " ('农村居民点用地', 43601.96),\n",
       " ('其他独立建设用地', 1253676.62),\n",
       " ('林地', 670693.0599999999)]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdd.filter(lambda line : SelectByLocation(line,buf))\\\n",
    ".map(lambda line:(line.split(\"\\t\")[3],\n",
    "                float(line.split(\"\\t\")[4])))\\\n",
    ".reduceByKey(lambda x,y:x+y).collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 进行精确裁切的统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = rdd.filter(lambda line : SelectByLocation(line,buf))\\\n",
    ".map(lambda line: \\\n",
    "     (buf.Intersection(\\\n",
    "            ogr.CreateGeometryFromWkt(line.split(\"\\t\")[1]))))\\\n",
    ".collect()\n",
    "show([],buf,res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计的时候，因为裁切掉了一部分，所以先用切割的几何面积除以原来的几何面积，算出被切割掉的比例。\n",
    "## 然后用图斑面积乘以这个比例，得到被切割掉的面积"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 不直接用几何面积，是因为业务统计的时候，会优先使用tbmj这个台账记录的数据，而非实测几何面积数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mapClip(line,buf):\n",
    "    geo = ogr.CreateGeometryFromWkt(line.split(\"\\t\")[1])\n",
    "    intgeo = buf.Intersection(geo)\n",
    "    dlmc = line.split(\"\\t\")[3]\n",
    "    tbmj = float(line.split(\"\\t\")[4])\n",
    "    geoArea = geo.GetArea()\n",
    "    intGeoArea = intgeo.GetArea()\n",
    "    res = tbmj *(intGeoArea/geoArea)\n",
    "    return (dlmc, res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = rdd.filter(lambda line : SelectByLocation(line,buf))\\\n",
    ".map(lambda line: mapClip(line,buf))\\\n",
    ".reduceByKey(lambda x,y:x+y).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('旱地', 34763.21236045014),\n",
       " ('园地', 202893.84296418808),\n",
       " ('农村居民点用地', 43601.96),\n",
       " ('其他独立建设用地', 311708.56069191673),\n",
       " ('林地', 370055.24933349004)]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
